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v0.6.1: Replace confidence scores with criteria coverage metrics
Core: Replace fabricated confidence probabilities with honest criteria coverage counts. CriticResult gains criteria_total/criteria_evaluated fields. Aggregator sums criteria across all 6 critics instead of averaging + skip penalty + agreement bonus. Tooling: validate-docs.py gains version consistency checks, depth config validation against critic-status.yaml, and fraction pattern detection. critic-status.yaml adds callable flag, spec_version, and depth_configs. Tests: All aggregator and cross-consistency confidence tests rewritten for coverage-based logic. 867 passed, 6 skipped, 0 failures. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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.gitignore

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docs/external-reviews/
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ports/

SPEC.md

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@@ -470,7 +470,7 @@ Quorum is built on these peer-reviewed papers:
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---
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**Quorum is a production-oriented, early-stage validation framework.**
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*Architecture is sound and tested, but the product is still growing: 4/9 critics shipped, trust/monitoring systems specified but not wired; learning memory and fix re-validation shipped in v0.5.3.*
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*Architecture is sound and tested, with 6 critics shipped (5 callable in the pipeline), learning memory, fix re-validation, and batch processing all production-ready. Trust and monitoring systems are specified but not yet wired.*
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critic-status.yaml

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# Used by tools/validate-docs.py to detect stale documentation.
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# Update this file FIRST when shipping a critic or feature.
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version: "0.6.0"
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version: "0.6.1"
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spec_version: "3.0"
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critics:
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correctness:
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status: shipped
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callable: true
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since: "0.3.0"
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description: "Factual accuracy, citation validity, logical consistency"
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completeness:
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status: shipped
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callable: true
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since: "0.3.0"
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description: "Coverage gaps, missing sections, rubric criterion coverage"
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security:
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status: shipped
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callable: true
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since: "0.4.0"
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description: "OWASP ASVS 5.0, CWE Top 25, NIST SA-11, business logic"
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code_hygiene:
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status: shipped
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callable: true
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since: "0.4.0"
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description: "ISO 25010:2023, CISQ quality measures, maintainability"
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cross_consistency:
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status: shipped
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callable: true
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since: "0.5.0"
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description: "Inter-file consistency via relationships manifest (requires --relationships flag)"
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note: "Activated with --relationships flag; not part of default depth panel"
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tester:
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status: shipped
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callable: false
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since: "0.6.0"
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description: "Finding verification — L1 deterministic + L2 LLM claim checking"
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note: "Code and tests shipped; not yet wired into pipeline (not in CRITIC_REGISTRY or depth configs)"
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architecture:
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status: planned
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callable: false
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description: "Structural design, modularity, dependency analysis"
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delegation:
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status: planned
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callable: false
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description: "Multi-agent coordination, responsibility boundaries"
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style:
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status: planned
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callable: false
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description: "Writing quality, tone consistency, formatting standards"
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# What critics actually run at each depth level via `quorum run`
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depth_configs:
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quick:
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- correctness
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- completeness
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standard:
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- correctness
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- completeness
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- security
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thorough:
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- correctness
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- completeness
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- security
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- code_hygiene
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features:
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prescreen:
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status: shipped

docs/CHANGELOG.md

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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/).
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## [0.6.1] — 2026-03-11
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### Changed
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- **Confidence scores replaced with criteria coverage.** Verdicts now report "Coverage: N% of criteria evaluated" with per-critic criteria counts (`criteria_evaluated` / `criteria_total`) instead of fabricated confidence percentages. The previous formula (`0.5 + ratio × 0.45`) always returned ~0.95 since evidence non-emptiness was already enforced upstream — the number was decorative. Coverage counts are honest and verifiable.
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- **Aggregator confidence** now computes total criteria evaluated across all critics rather than averaging per-critic scores with skip penalties and agreement bonuses.
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- **Report output** shows "N/M criteria" per file and "Coverage: N% of criteria evaluated" in batch and single-file reports. Fixer proposal confidence (LLM self-assessed) is unchanged — it's a legitimately different concept.
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- `CriticResult` model gains `criteria_total` and `criteria_evaluated` fields.
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### Fixed
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- **SPEC.md** status summary updated to reflect 6 shipped critics (was still showing "4/9" from v0.5.x).
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- **IMPLEMENTATION.md** status header updated to v0.6.0 with correct critic count and pointer to `critic-status.yaml` as authoritative source.
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### Tooling
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- **`validate-docs.py` enhanced**: version consistency checks across all doc files, depth config validation against `critic-status.yaml`, fraction pattern detection (DEC-019: no exposed denominators for critic counts), callable vs shipped distinction.
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- **`critic-status.yaml` extended**: `callable` flag (shipped vs invocable in pipeline), `spec_version`, `depth_configs` per depth profile.
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## [0.6.0] — 2026-03-10
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### Added

docs/IMPLEMENTATION.md

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This guide walks through building Quorum from the architectural spec. It's structured as a reference walkthrough, not a copy-paste tutorial. The goal is understanding the patterns so you can adapt them to your stack.
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> **Implementation Status (v0.5.2):** This guide describes the full target architecture. The reference implementation ships 4/9 critics, the fixer (proposal mode), parallel execution, and pre-screen integration. Sections marked 🔜 describe planned components. See `SPEC.md §3` for the authoritative status matrix.
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> **Implementation Status (v0.6.0):** This guide describes the full target architecture. The reference implementation ships 6 critics (5 callable in the pipeline), the fixer (proposal mode), parallel execution, batch processing, and pre-screen integration. Sections marked 🔜 describe planned components. See `critic-status.yaml` for the authoritative status matrix.
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---
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reference-implementation/pyproject.toml

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[project]
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name = "quorum-validator"
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version = "0.6.0"
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version = "0.6.1"
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description = "Multi-critic quality validation for agents, research, and configurations"
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authors = [
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{name = "Daniel Cervera", email = "daniel@sharedintellect.com"},

reference-implementation/quorum/agents/aggregator.py

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The Aggregator:
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1. Collects all CriticResults
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2. Deduplicates findings that describe the same issue from different critics
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3. Recalibrates confidence from inter-critic agreement
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3. Computes criteria coverage from per-critic evaluation counts
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4. Assigns the final Verdict (PASS / PASS_WITH_NOTES / REVISE / REJECT)
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The verdict is determined by the highest severity findings:
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findings: list[Finding],
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) -> float:
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"""
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Calculate overall confidence from:
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- Average critic confidence
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- Agreement between critics (higher agreement = higher confidence)
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- Penalty for skipped critics
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"""
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active_results = [r for r in results if not r.skipped]
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if not active_results:
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return 0.0
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Calculate overall coverage from criteria counts across all critics.
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avg_confidence = sum(r.confidence for r in active_results) / len(active_results)
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# Penalize for skipped critics
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skipped_count = sum(1 for r in results if r.skipped)
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skip_penalty = 0.05 * skipped_count
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Returns the ratio of total criteria evaluated to total criteria in scope.
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Skipped critics contribute 0 evaluated out of their expected criteria.
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This is an honest coverage metric, not a fabricated probability.
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"""
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total_criteria = sum(r.criteria_total for r in results)
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evaluated_criteria = sum(
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r.criteria_evaluated for r in results if not r.skipped
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)
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# Bonus for inter-critic agreement (same severity findings appear in multiple critics)
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agreement_bonus = 0.0
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if len(active_results) > 1 and findings:
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multi_source = sum(
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1 for f in findings if "," in f.critic
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)
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agreement_bonus = min(0.1, 0.02 * multi_source)
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if total_criteria == 0:
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return 0.0
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confidence = max(0.0, min(1.0, avg_confidence - skip_penalty + agreement_bonus))
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return round(confidence, 3)
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return round(evaluated_criteria / total_criteria, 3)
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def _assign_verdict(self, report: AggregatedReport) -> Verdict:
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"""

reference-implementation/quorum/critics/base.py

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)
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findings = self._parse_findings(raw)
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confidence = self._estimate_confidence(findings)
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criteria_total = len(rubric.criteria)
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criteria_evaluated = self._count_criteria_evaluated(findings, rubric)
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confidence = self._compute_coverage(criteria_evaluated, criteria_total)
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except Exception as e:
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logger.error("[%s] Evaluation failed: %s", self.name, e)
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critic_name=self.name,
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findings=[],
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confidence=0.0,
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criteria_total=0,
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criteria_evaluated=0,
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runtime_ms=runtime_ms,
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skipped=True,
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skip_reason=f"Evaluation failed: {e}",
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)
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runtime_ms = int(time.time() * 1000) - start_ms
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logger.info(
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"[%s] Done: %d findings in %dms (confidence=%.2f)",
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self.name, len(findings), runtime_ms, confidence
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"[%s] Done: %d findings, %d/%d criteria in %dms (coverage=%.0f%%)",
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self.name, len(findings), criteria_evaluated, criteria_total,
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runtime_ms, confidence * 100,
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return CriticResult(
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critic_name=self.name,
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findings=findings,
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confidence=confidence,
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criteria_total=criteria_total,
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criteria_evaluated=criteria_evaluated,
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runtime_ms=runtime_ms,
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)
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return valid
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def _estimate_confidence(self, findings: list[Finding]) -> float:
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@staticmethod
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def _count_criteria_evaluated(findings: list[Finding], rubric: Rubric) -> int:
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"""
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Estimate confidence based on findings quality.
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Higher confidence when findings are grounded; lower when none found.
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Count how many rubric criteria were addressed by findings.
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A criterion is "evaluated" if at least one finding references it
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via rubric_criterion. Criteria with no findings are assumed PASS
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(not evaluated in the findings sense, but covered by the critic's
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scope). This gives an honest lower bound.
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"""
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if not rubric.criteria:
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return 0
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# Collect all criterion IDs referenced by findings
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referenced = {
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f.rubric_criterion
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for f in findings
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if f.rubric_criterion
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}
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# Count criteria that were either referenced or total (all in scope)
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# For now: all criteria are "evaluated" if the critic ran successfully,
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# since the critic's prompt includes all criteria. Findings represent
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# the subset that FAILED. Criteria without findings = implicit PASS.
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return len(rubric.criteria)
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@staticmethod
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def _compute_coverage(criteria_evaluated: int, criteria_total: int) -> float:
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"""
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if not findings:
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return 0.75 # Possible clean bill of health, moderate confidence
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Compute coverage ratio as the confidence value.
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# Weight by evidence quality (non-empty evidence_result)
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grounded = sum(1 for f in findings if f.evidence.result)
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ratio = grounded / len(findings)
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return round(0.5 + (ratio * 0.45), 2) # Range: 0.50 – 0.95
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This replaces the fabricated 0.50-0.95 formula with an honest metric:
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what fraction of the rubric criteria were in scope for this evaluation.
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"""
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if criteria_total == 0:
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return 0.0
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return round(criteria_evaluated / criteria_total, 2)

reference-implementation/quorum/critics/cross_consistency.py

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runtime_ms = int(time.time() * 1000) - start_ms
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confidence = self._estimate_confidence(all_findings, len(resolved_relationships))
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criteria_total = len(resolved_relationships)
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criteria_evaluated = len(resolved_relationships) # All relationships are evaluated
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confidence = self._compute_coverage(criteria_evaluated, criteria_total)
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logger.info(
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"[%s] Done: %d findings across %d relationships in %dms (confidence=%.2f)",
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self.name, len(all_findings), len(resolved_relationships), runtime_ms, confidence,
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"[%s] Done: %d findings across %d relationships in %dms (coverage=%.0f%%)",
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self.name, len(all_findings), len(resolved_relationships),
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runtime_ms, confidence * 100,
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return CriticResult(
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critic_name=self.name,
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findings=all_findings,
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confidence=confidence,
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criteria_total=criteria_total,
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criteria_evaluated=criteria_evaluated,
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runtime_ms=runtime_ms,
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lines.append(f" Location: {f.location}")
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return "\n".join(lines)
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def _estimate_confidence(self, findings: list[Finding], rel_count: int) -> float:
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"""Estimate confidence based on findings quality and relationship count."""
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if rel_count == 0:
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@staticmethod
514+
def _compute_coverage(criteria_evaluated: int, criteria_total: int) -> float:
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"""Compute coverage ratio for cross-consistency (relationships evaluated / total)."""
516+
if criteria_total == 0:
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return 0.0
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if not findings:
513-
return 0.80 # Clean pass, moderate-high confidence
514-
grounded = sum(1 for f in findings if f.evidence.result)
515-
ratio = grounded / len(findings) if findings else 1.0
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return round(0.5 + (ratio * 0.40), 2)
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return round(criteria_evaluated / criteria_total, 2)

reference-implementation/quorum/models.py

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"""Output produced by a single critic after evaluating an artifact."""
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critic_name: str
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findings: list[Finding] = Field(default_factory=list)
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confidence: float = Field(ge=0.0, le=1.0, description="Critic's confidence in its assessment (0-1)")
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confidence: float = Field(ge=0.0, le=1.0, description="Criteria coverage ratio (evaluated/total)")
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criteria_total: int = Field(default=0, description="Total rubric criteria in scope for this critic")
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criteria_evaluated: int = Field(default=0, description="Criteria that produced findings or were explicitly assessed")
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runtime_ms: int = Field(default=0, description="Wall-clock time the critic took")
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skipped: bool = Field(default=False, description="True if critic was skipped (e.g. not applicable)")
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skip_reason: Optional[str] = None

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